Text Generation

Text Generation is the task of generating text with the goal of appearing indistinguishable to human-written text. This task is more formally known as "natural language generation" in the literature.

Text generation can be addressed with Markov processes or deep generative models like LSTMs. Recently, some of the most advanced methods for text generation include BART, GPT and other GAN-based approaches. Text generation systems are evaluated either through human ratings or automatic evaluation metrics like METEOR, ROUGE, and BLEU.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 4651–4675 of 5335 papers

Title	Date	Tasks	Status
Towards Abstractive Multi-Document Summarization Using Submodular Function-Based Framework, Sentence Compression and Merging	Nov 1, 2017	Abstractive Text SummarizationDocument Summarization	—Unverified
Open-Domain Neural Dialogue Systems	Nov 1, 2017	Deep LearningDialogue Management	—Unverified
Information Bottleneck Inspired Method For Chat Text Segmentation	Nov 1, 2017	Representation LearningText Generation	—Unverified
Semantic Features Based on Word Alignments for Estimating Quality of Text Simplification	Nov 1, 2017	Machine TranslationReading Comprehension	—Unverified
Procedural Text Generation from an Execution Video	Nov 1, 2017	Object RecognitionText Generation	—Unverified
A Statistical Framework for Product Description Generation	Nov 1, 2017	AttributeData-to-Text Generation	—Unverified
Enabling Transitivity for Lexical Inference on Chinese Verbs Using Probabilistic Soft Logic	Nov 1, 2017	Natural Language InferenceOpen-Domain Question Answering	—Unverified
A Dual Encoder Sequence to Sequence Model for Open-Domain Dialogue Modeling	Oct 28, 2017	Language ModelingLanguage Modelling	CodeCode Available
On modeling vagueness and uncertainty in data-to-text systems through fuzzy sets	Oct 27, 2017	ManagementText Generation	—Unverified
A Semantic Relevance Based Neural Network for Text Summarization and Text Simplification	Oct 6, 2017	DecoderSemantic Similarity	CodeCode Available
WHY: Natural Explanations from a Robot Navigator	Sep 27, 2017	Robot NavigationText Generation	—Unverified
Long Text Generation via Adversarial Training with Leaked Information	Sep 24, 2017	Reinforcement LearningSentence	CodeCode Available
Bootstrapping incremental dialogue systems from minimal data: the generalisation power of dialogue grammars	Sep 22, 2017	Dialogue ManagementManagement	—Unverified
Doctoral Advisor or Medical Condition: Towards Entity-specific Rankings of Knowledge Base Properties [Extended Version]	Sep 20, 2017	Semantic SimilaritySemantic Textual Similarity	—Unverified
Harvesting Creative Templates for Generating Stylistically Varied Restaurant Reviews	Sep 15, 2017	Text GenerationTranslation	—Unverified
Using NLU in Context for Question Answering: Improving on Facebook's bAbI Tasks	Sep 13, 2017	Natural Language UnderstandingQuestion Answering	—Unverified
Steering Output Style and Topic in Neural Response Generation	Sep 9, 2017	DecoderResponse Generation	CodeCode Available
A Deep Reinforcement Learning Chatbot	Sep 7, 2017	ChatbotDeep Reinforcement Learning	—Unverified
Proceedings of the 10th International Conference on Natural Language Generation	Sep 1, 2017	Text Generation	—Unverified
G-TUNA: a corpus of referring expressions in German, including duration information	Sep 1, 2017	Referring ExpressionReferring expression generation	—Unverified
O Poeta Artificial 2.0: Increasing Meaningfulness in a Poetry Generation Twitter bot	Sep 1, 2017	Text Generation	—Unverified
A Domain and Language Independent Named Entity Classification Approach Based on Profiles and Local Information	Sep 1, 2017	General ClassificationNamed Entity Recognition (NER)	—Unverified
Synthetic Literature: Writing Science Fiction in a Co-Creative Process	Sep 1, 2017	Language ModelingLanguage Modelling	—Unverified
Constructing narrative using a generative model and continuous action policies	Sep 1, 2017	Paraphrase IdentificationQ-Learning	—Unverified
Talking about the world with a distributed model	Sep 1, 2017	modelText Generation	—Unverified

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All datasets DART COCO Captions EMNLP2017 WMT ReDial CommonGen ROCStories Chinese Poems Czech restaurant information OpenWebText SciQ Yahoo Questions ADGEN

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	T5B Baseline	BLEU	48.74	—	Unverified
2	FactT5B	BLEU	48.37	—	Unverified
3	JointGT Baseline	BLEU	47.51	—	Unverified
4	FactJointGT	BLEU	47.39	—	Unverified
5	Control Prefixes (T5-large)	METEOR	0.41	—	Unverified
6	T5	METEOR	0.12	—	Unverified
7	BART	METEOR	0.11	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LeakGAN	BLEU-2	0.95	—	Unverified
2	partGAN	BLEU-2	0.91	—	Unverified
3	RankGAN	BLEU-2	0.85	—	Unverified
4	RelGAN (100)	BLEU-2	0.85	—	Unverified
5	SeqGAN	BLEU-2	0.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LeakGAN	BLEU-2	0.96	—	Unverified
2	PPOGAN	BLEU-2	0.91	—	Unverified
3	RelGAN	BLEU-2	0.88	—	Unverified
4	SeqGAN	BLEU-2	0.86	—	Unverified
5	RankGAN	BLEU-2	0.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UniCRS	Distinct-3	0.65	—	Unverified
2	CRFR	Distinct-3	0.52	—	Unverified
3	KGSF	Distinct-3	0.43	—	Unverified
4	C2CRS	Distinct-3	0.33	—	Unverified
5	KBRD	Distinct-3	0.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UniLM	CIDEr	14.92	—	Unverified
2	BART (TextBox 2.0)	CIDEr	12.98	—	Unverified
3	BART	METEOR	0.3	—	Unverified
4	T5	METEOR	0.29	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Beam search + A*esque (beam)	BLEU-1	34.4	—	Unverified
2	Beam search + A*esque (sample)	BLEU-1	34.4	—	Unverified
3	Beam search + A*esque (greedy)	BLEU-1	34.3	—	Unverified
4	Beam search	BLEU-1	33.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RankGAN	BLEU-2	0.81	—	Unverified
2	SeqGAN	BLEU-2	0.74	—	Unverified
3	LeakGAN	BLEU-2	0.46	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TGen++	METEOR	0.17	—	Unverified
2	TGen	METEOR	0.15	—	Unverified
3	TGen+	METEOR	0.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT2-124M	eval_loss	3.12	—	Unverified
2	GPT2-81M-LOOP	eval_loss	3.11	—	Unverified
3	GPT2-Hermite	eval_loss	2.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LLaMA-65B+CFG (zero-shot)	Accuracy	96.6	—	Unverified
2	LLaMA-30B+CFG (zero-shot)	Accuracy	96.4	—	Unverified
3	LLaMA-13B+CFG (zero-shot)	Accuracy	95.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CNN-VAE	NLL	332.1	—	Unverified
2	SA-VAE	NLL	327.5	—	Unverified
3	Aggressive VAE	NLL	326.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BART (TextBox 2.0)	BLEU-4	10.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	STWGAN-GP	BLEU-3	0.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PALM	ROUGE-L	41.41	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BART (TextBox 2.0)	ROUGE-L	64.34	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AEM+Attention	BLEU-1	14.17	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT-4	ASR	65.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BART (TextBox 2.0)	ROUGE-L	42.96	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Graph2Seq	BLEU	22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	WGANGP + DGflow	JS-4	0.19	—	Unverified